{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"kmg_SVM_model.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1EpMryJA1ZdFnC-NpfSa7_7r-_ZQygXPa","authorship_tag":"ABX9TyO2PMC1Sm9JTJiXx5wlvale"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"WeZiZVoAsB8v"},"source":["#SVM_Model\n","\n","우리의 목표: 수동 작업 대신 다양한 유형의 웨이퍼 맵 고장 패턴을 자동으로 식별하여 반도체 제작으로 웨이퍼 제조 공정의 수율을 개선할 수 있다.\n","\n","데이터 : WM-811K wafer map"]},{"cell_type":"markdown","metadata":{"id":"9Oqlo6hhre7P"},"source":["데이터 선택 및 사전 처리: 사용 가능한 데이터, 누락된 데이터 및 제거할 수 있는 데이터를 고려한다.\n","\n","\n","- 데이터 요약\n","\n","- Target distribution\n","\n","- 결측값조회\n","\n","- 그 외"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5PZe5vqBNsIo","executionInfo":{"status":"ok","timestamp":1621925140899,"user_tz":-540,"elapsed":252,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"436d1a7f-f6ee-4e23-f51a-5b4b3a49bfa2"},"source":["# loading libraries\n","import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","import matplotlib.pyplot as plt\n","%matplotlib inline \n","\n","import os\n","path = \"/content/drive/MyDrive/graduation/archive\"\n","print(os.listdir(path))\n","import warnings\n","warnings.filterwarnings(\"ignore\")"],"execution_count":1,"outputs":[{"output_type":"stream","text":["['LSWMD.pkl']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"GPEv8AMRsdkV"},"source":["데이터 요약"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YfpBnWXCrrXf","executionInfo":{"status":"ok","timestamp":1621925229794,"user_tz":-540,"elapsed":88565,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"16ff9cea-4ef9-4c1b-9950-e090287161de"},"source":["df=pd.read_pickle(\"/content/drive/MyDrive/graduation/archive/LSWMD.pkl\")\n","df.info()"],"execution_count":2,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 811457 entries, 0 to 811456\n","Data columns (total 6 columns):\n"," #   Column          Non-Null Count   Dtype  \n","---  ------          --------------   -----  \n"," 0   waferMap        811457 non-null  object \n"," 1   dieSize         811457 non-null  float64\n"," 2   lotName         811457 non-null  object \n"," 3   waferIndex      811457 non-null  float64\n"," 4   trianTestLabel  811457 non-null  object \n"," 5   failureType     811457 non-null  object \n","dtypes: float64(2), object(4)\n","memory usage: 37.1+ MB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Qtwr81EmubQY"},"source":["데이터 세트구성\n","\n","\n","811,457 세트\n","1.   웨이퍼 맵\n","2.   웨이퍼 다이 크기\n","3.   로트 이름\n","4.   웨이퍼 인덱스 \n","\n","\n","훈련/테스트 세트는 이미 분할 되어있지만, \n","\n","이것을 무시하고 데이터 세트를 hold-out method에 의해 훈련 세트와 테스트 세트로 다시 나누 었음. "]},{"cell_type":"markdown","metadata":{"id":"AIZodCP3x4DF"},"source":["Target distribution"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":198},"id":"WK3sT1yquhvP","executionInfo":{"status":"ok","timestamp":1621925230168,"user_tz":-540,"elapsed":380,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"61849fe8-6843-4313-d459-b3371b13be73"},"source":["df.head()"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>waferMap</th>\n","      <th>dieSize</th>\n","      <th>lotName</th>\n","      <th>waferIndex</th>\n","      <th>trianTestLabel</th>\n","      <th>failureType</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>1683.0</td>\n","      <td>lot1</td>\n","      <td>1.0</td>\n","      <td>[[Training]]</td>\n","      <td>[[none]]</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>1683.0</td>\n","      <td>lot1</td>\n","      <td>2.0</td>\n","      <td>[[Training]]</td>\n","      <td>[[none]]</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>1683.0</td>\n","      <td>lot1</td>\n","      <td>3.0</td>\n","      <td>[[Training]]</td>\n","      <td>[[none]]</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>1683.0</td>\n","      <td>lot1</td>\n","      <td>4.0</td>\n","      <td>[[Training]]</td>\n","      <td>[[none]]</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>1683.0</td>\n","      <td>lot1</td>\n","      <td>5.0</td>\n","      <td>[[Training]]</td>\n","      <td>[[none]]</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                            waferMap  ...  failureType\n","0  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     [[none]]\n","1  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     [[none]]\n","2  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     [[none]]\n","3  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     [[none]]\n","4  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     [[none]]\n","\n","[5 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":198},"id":"ATCRZVpEyGnL","executionInfo":{"status":"ok","timestamp":1621925230169,"user_tz":-540,"elapsed":6,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"c083c297-ffaa-4481-9594-0f341a26db3a"},"source":["df.tail()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>waferMap</th>\n","      <th>dieSize</th>\n","      <th>lotName</th>\n","      <th>waferIndex</th>\n","      <th>trianTestLabel</th>\n","      <th>failureType</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>811452</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 1,...</td>\n","      <td>600.0</td>\n","      <td>lot47542</td>\n","      <td>23.0</td>\n","      <td>[[Test]]</td>\n","      <td>[[Edge-Ring]]</td>\n","    </tr>\n","    <tr>\n","      <th>811453</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 1,...</td>\n","      <td>600.0</td>\n","      <td>lot47542</td>\n","      <td>24.0</td>\n","      <td>[[Test]]</td>\n","      <td>[[Edge-Loc]]</td>\n","    </tr>\n","    <tr>\n","      <th>811454</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 1,...</td>\n","      <td>600.0</td>\n","      <td>lot47542</td>\n","      <td>25.0</td>\n","      <td>[[Test]]</td>\n","      <td>[[Edge-Ring]]</td>\n","    </tr>\n","    <tr>\n","      <th>811455</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1,...</td>\n","      <td>600.0</td>\n","      <td>lot47543</td>\n","      <td>1.0</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","    </tr>\n","    <tr>\n","      <th>811456</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 1,...</td>\n","      <td>600.0</td>\n","      <td>lot47543</td>\n","      <td>2.0</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                 waferMap  ...    failureType\n","811452  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 1,...  ...  [[Edge-Ring]]\n","811453  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 1,...  ...   [[Edge-Loc]]\n","811454  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 1,...  ...  [[Edge-Ring]]\n","811455  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1,...  ...             []\n","811456  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 1, 1,...  ...             []\n","\n","[5 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"qNaYp4uA6zFC"},"source":["데이터 세트는 47,543개의 로트에서 수집되었다.\n","\n","그러나, 47,543lot * 25 wafer/lot = 1,194.197 wafer maps 는 \n","\n","데이터세트 개수인 811,457 wafer maps보다 크다. \n","\n","그 이유를 알아보자."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":295},"id":"y0QiKhKf7KyQ","executionInfo":{"status":"ok","timestamp":1621925230569,"user_tz":-540,"elapsed":405,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"0cc23f8c-a0c3-4db7-dbc1-7c782069d908"},"source":["import matplotlib.pyplot as plt\n","%matplotlib inline\n","\n","\n","uni_Index=np.unique(df.waferIndex, return_counts=True)\n","plt.bar(uni_Index[0],uni_Index[1], color='gold', align='center', alpha=0.5)\n","plt.title(\" wafer Index distribution\")\n","plt.xlabel(\"index #\")\n","plt.ylabel(\"frequency\")\n","plt.xlim(0,26)\n","plt.ylim(30000,34000)\n","plt.show()"],"execution_count":5,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZEAAAEWCAYAAACnlKo3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dfZweZX3v8c+XEEiEYhD2aEiQoOQcCiih7AnR+rI0CgTbAkepQlsJCsYqVNvaVmmt4cFa0bZU5MGDEAyUNlCqJSIxphKFo5KwQBIJD2XlMREhEALGh2ji9/wx18rtZndzZ7Kzm2S/79drXpn5zTUz19zc3L+95rpmRraJiIioY5fhrkBEROy4kkQiIqK2JJGIiKgtSSQiImpLEomIiNqSRCIiorYkkdhhSRor6cuSnpf079tBfb4h6cwhOI4lHVTmPyfpbwdpv6+UtF7SqLI8qOcjaYGkmYO1v9g+7DrcFYjYBicDLwf2sb1xW3cmaRLwCDB6MPY3FGz/cTvlJD0KnGn7vwbY1+PAnoNRL0nnAgfZ/qOW/R8/GPuO7UtaIrEjOwD47zo/+JLyB1SLfB5RV5JIDDlJ50n6bJkfLelHkj5dlsdK+qmkl5Xlf5f0g3LJ6jZJh/bsA/gY8I5yCeaMEn+3pPslPSdpoaQDWo5rSWdJegh4qI16fkHSpZK+IumHkpZIenXL+mMkPVDqdgmgXtv3WRdJHy772rUsv0/SSklj+qnHX0p6UtL3Jb27jzp+vMzvK+lmSeskrZV0u6RdJF0LvBL4cvms/krSpPJ5nCHpceDWllhrQnm1pKWSXpB0U8t/l6MlrepVl0clvVnSDOCvW/7bLC/rf3l5rNTro5Iek/S0pGskvbSs66nHTEmPS3pG0t9s6b9XDI8kkRgO3wSOLvP/G/gB8May/DrgQdtry/ICYDLwP4C7gesAbM8GPgFcb3tP21dJOpHqx+utQAdwO/BvvY59EnAUcEibdT0FOA/YG+gG/g6qH2zgi8BHgX2B7wG/2bPRFuryaWAD8FFJk8t5/JHtn/Y+ePlB/gvgmPI5vHmAun4IWFWO9/JyfNt+J/A48Hvls/pUyza/Bfw6cFw/+zwNeDcwHtgIXDzA8aE64Ff51f82h/dR7PQy/TbwKqrLaJf0KvMG4H8BbwI+JunXt3TsGHpJIjEcvgNMlrQPVfK4CpggaU+qH7Vv9hS0Pcf2D21vAM4FDu/5i7UPfwz8ve37yyWuTwBTWlsjZf1a2z9ps65fsr207O86YEqJvwVYaftG2z8H/pkqGW6xLrZ/QfXj/AFgPvAp2/f0c/y3A1fbvtf2j8pn0J+fU/3YH2D757Zv95Yfjneu7R8N8Hlc23LsvwXe3tPxvo3+EPgn2w/bXg+cA5zSqxV0nu2f2F4OLAf6SkYxzJJEYsiVH6wuqoTxRqqk8W2qv+R/mUQkjZL0SUnfk/QC8GjZxb797PoA4DPlcs46YC3VJaYJLWWe2MrqtiaGH/Nix/N+rfsqP9at+x6wLrYfBRYDk4BLBzj+rxwHeGyAsp+mai19TdLDkj4yQNkeW/o8eh97NP1//ltjP371XB6jGujz8pZYf599bEeSRGK4fBOYDhwB3FmWjwOmAreVMn8AnEh1CeelVD+40KvvocUTwHttj2uZxtr+dkuZwXps9ZPA/j0LktS6vKW6SPodqkt3X6f68W/rOFR9G30qLbYP2X4VcALw55Le1LO6v80GODZ9HPvnwDPAj4CX9KworZOOrdjv96kSbeu+NwJPbWG72M4kicRw+SbVJZ37bP8M+AZwJvCI7TWlzK9R9R08S/WD9Ykt7PNzwDktne8vlfT7DdQd4CvAoZLeWi7BfAB4RTt1Kf0pV1Kd70zg9yS9pZ/j3ACcLukQSS8BZvdXIUm/K+mgktCeBzYBvyirn6Lqe9haf9Ry7POBG21vAv4bGCPpdySNpuob2r1lu6eASZL6+435N+DPJB1YLmP29KHsEEOr40VJIjFcvg2M5cVWx33AT1uWAa6husyxuqy/Y6Ad2v4ScCEwr1z+uhdo5N4E288Avw98kirJTQa+1WZdrgBusn2L7WeBM4ArSx9R7+MsoOpvuZXqUtWtA1RrMvBfwHqqfqfLbC8u6/6eqiN/naS/2IpTvRb4AtWlpTFUyRLbzwPvp0qGq6laJq2jtXpu/nxW0t197HdO2fdtVPfm/BT4k62oV2wnlJdSRUREXWmJREREbY0lEUljyk1Ky8uNVOf1Wn+xpPUty7tLul5Sd7kRa1LLunNK/EFJx7XEZ5RYd5sjUSIiYhA12RLZAEwvNxpNAWZImgYgqZPq5q1WZwDP2T4IuIjqejKSDqG64etQYAZwWRn6OYpqaOTxVDeOnVrKRkTEEGksibjS09IYXSaXH/9PA3/Va5MTgbll/kbgTWWUyYnAPNsbbD9C1bk4tUzd5WalnwHzStmIiBgijT50rSSMu4CDgEttL5H0QWC+7SerHPFLEyg3NtneKOl5YJ8Sbx2Vs4oXbx57olf8qH7qMQuYBbDHHnscefDBB2/rqUVEjCh33XXXM7Y7escbTSJlPPkUSeOAL0l6I9WwyKObPG4f9biCalglnZ2d7urqGsrDR0Ts8CT1+bSEIRmdZXsd1SMefpuqVdKt6v0GL5HUXYqtptwdW27eeinV+PtfxouJJdZfPCIihkiTo7M6SgsESWOpnkJ6l+1X2J5kexLw49KRDtWD6HreenYycGt5HtF8qgez7S7pQKobqpZSPSpjcrnjdTeqzvf5TZ1PRERsrsnLWeOBuaVfZBfgBts3D1D+KuDa0jJZS5UUsL1S0g1UdyxvBM4ql8mQdDawEBgFzLG9srGziYiIzYy4O9bTJxIRsfUk3WW7s3c8d6xHRERtSSIREVFbkkhERNSWJBIREbUliURERG1JIhERUVuSSERE1JYkEhERtSWJREREbUkiERFRW5JIRETUliQSERG1JYlERERtSSIREVFbkkhERNSWJBIREbUliURERG1JIhERUVtjSUTSGElLJS2XtFLSeSV+VYmtkHSjpD1L/HRJayQtK9OZLfuaKemhMs1siR8p6buSuiVdLElNnU9ERGyuyZbIBmC67cOBKcAMSdOAP7N9uO3XAo8DZ7dsc73tKWW6EkDSy4DZwFHAVGC2pL1L+cuB9wCTyzSjwfOJiIheGksirqwvi6PLZNsvAJRWw1jAW9jVccAi22ttPwcsokpI44G9bN9h28A1wElNnEtERPSt0T4RSaMkLQOepkoES0r8auAHwMHAZ1s2eVvLZa79S2wC8ERLmVUlNqHM945HRMQQaTSJ2N5kewowEZgq6bASfxewH3A/8I5S/MvApHKZaxEwd7DqIWmWpC5JXWvWrBms3UZEjHhDMjrL9jpgMS19FrY3AfOAt5XlZ21vKKuvBI4s86uB/V/cGxNLbHWZ7x3v6/hX2O603dnR0bHtJxQREUCzo7M6JI0r82OBY4AHJR1UYgJOAB4oy+NbNj+BqpUCsBA4VtLepUP9WGCh7SeBFyRNK/s6DbipqfOJiIjN7drgvscDcyWNokpWNwBfAW6XtBcgYDnwvlL+A5JOADYCa4HTAWyvlXQBcGcpd77ttWX+/cAXqDroF5QpIiKGiKqBTSNHZ2enu7q6hrsaERE7FEl32e7sHc8d6xERUVuSSERE1JYkEhERtSWJREREbUkiERFRW5JIRETUliQSERG1JYlERERtSSIREVFbkkhERNSWJBIREbUliURERG1JIhERUVuSSERE1JYkEhERtSWJREREbUkiERFRW5JIRETUliQSERG1NZZEJI2RtFTSckkrJZ1X4leV2ApJN0ras8R3l3S9pG5JSyRNatnXOSX+oKTjWuIzSqxb0keaOpeIiOhbky2RDcB024cDU4AZkqYBf2b7cNuvBR4Hzi7lzwCes30QcBFwIYCkQ4BTgEOBGcBlkkZJGgVcChwPHAKcWspGRMQQaSyJuLK+LI4uk22/ACBJwFjApcyJwNwyfyPwplLmRGCe7Q22HwG6gall6rb9sO2fAfNK2YiIGCKN9omUFsMy4Glgke0lJX418APgYOCzpfgE4AkA2xuB54F9WuPFqhLrL95XPWZJ6pLUtWbNmkE6u4iIaDSJ2N5kewowEZgq6bASfxewH3A/8I4m61COd4XtTtudHR0dTR8uImLEGJLRWbbXAYup+jR6YpuoLkG9rYRWA/sDSNoVeCnwbGu8mFhi/cUjImKINDk6q0PSuDI/FjgGeFDSQSUm4ATggbLJfGBmmT8ZuNW2S/yUMnrrQGAysBS4E5gs6UBJu1F1vs9v6nwiImJzuza47/HA3DKKahfgBuArwO2S9gIELAfeV8pfBVwrqRtYS5UUsL1S0g3AfcBG4KzSikHS2cBCYBQwx/bKBs8nIiJ6UfXH/sjR2dnprq6u4a5GRMQORdJdtjt7x3PHekRE1JYkEhERtSWJREREbUkiERFRW5JIRETUliQSERG1JYlERERtSSIREVFbk3esx45ozbntletos1xE7NSSRHYU+XGPiO1QksjOLIknIhqWPpGIiKgtLZFt1e5f+7Dz/sWfFk/EiJUkEsNje00822u9IrZTSSLDIT9UWy8tvojtUvpEIiKitrREYuc1VK2XtCxjBEtLJCIiamssiUgaI2mppOWSVko6r8Svk/SgpHslzZE0usSPlvS8pGVl+ljLvmaUbbolfaQlfqCkJSV+vaTdmjqfiIjYXJMtkQ3AdNuHA1OAGZKmAdcBBwOvAcYCZ7Zsc7vtKWU6H0DSKOBS4HjgEOBUSYeU8hcCF9k+CHgOOKPB84mIiF4a6xOxbWB9WRxdJtu+paeMpKXAxC3sairQbfvhss084ERJ9wPTgT8o5eYC5wKX1650RgBFRGyVRvtEJI2StAx4Glhke0nLutHAO4GvtmzyunL5a4GkQ0tsAvBES5lVJbYPsM72xl7xvuoxS1KXpK41a9YMyrlFRETDScT2JttTqFobUyUd1rL6MuA227eX5buBA8rlr88C/zmI9bjCdqftzo6OjsHabUTEiDcko7NsrwMWAzMAJM0GOoA/bynzgu31Zf4WYLSkfYHVwP4tu5tYYs8C4yTt2iseERFDpMnRWR2SxpX5scAxwAOSzgSOA061/YuW8q+QpDI/tdTtWeBOYHIZibUbcAowv/S5LAZOLruYCdzU1PlERMTmmrzZcDwwt4yu2gW4wfbNkjYCjwHfKTnji2Uk1snA+8r6nwCnlESxUdLZwEJgFDDH9spyjA8D8yR9HLgHuKrB84mIiF62mEQk3QXMAf7V9nPt7tj2CuCIPuJ9HtP2JcAl/ay7Bbilj/jDVKO3IiJiGLTTEnkH8C7gTkldwNXA10orISLqyKNSYiexxSRiuxv4G0l/C/wuVatkk6Srgc/YXttwHSNiKCXBxVZoq09E0mupWiNvAf6D6q7zNwC3Ut2NHhFNy497bIfa7RNZR9Vp/RHbG8qqJZJ+s8nKRcQOoM6THvJ0iJ1GOy2R3+955Ehvtt86yPWJiBhedVp8I7iV2E4SOVPSp8oNg0jaG/iQ7Y82W7WI2GYj+McNyPkPgXaSyPG2/7pnwfZzkt4CJIlExNDJJbDtUjt3rI+StHvPQrn7fPcBykdExAjRTkvkOuDrZUgvVKO05jZXpYiI2FG0c5/IhZJWAG8qoQtsL2y2WhERsSNo6z4R2wuABQ3XJSJi5NhJRoFtsU9E0lslPVTef/6CpB9KemEoKhcREdu3dloinwJ+z/b9TVcmIiJ2LO2MznoqCSQiIvrSTkukS9L1VK+r7XnkCba/2FitIiJih9BOEtkL+DFwbEvMQJJIRMQI184Q33cNRUUiImLH087orP8p6euS7i3Lr5WUR55ERERbl7M+D/wl8H+heu2tpH8FPj7QRpLGALdRPSJlV+BG27MlXQd0Aj8HlgLvtf1zVS9c/wzVO0t+DJxu++6yr5m8+Kyuj9ueW+JHAl8AxlK9PveDeeNiREQxBM8ba2d01ktsL+0V29jGdhuA6bYPp3px1QxJ06geo3Iw8BqqH/8zS/njgcllmgVcDiDpZcBs4Ciq96nPLk8SppR5T8t2M9qoV0REDJJ2ksgzkl5N1ZmOpJOBJ7e0kSvry+LoMtn2LWWdqVoiE0uZE4Fryqo7gHGSxgPHAYtsr7X9HLCIKiGNB/ayfUfZ1zXASe2eeEREbLt2kshZVJeyDpa0GvhT4H3t7FzSKEnLgKepEsGSlnWjgXcCXy2hCcATLZuvKrGB4qv6iPdVj1mSuiR1rVmzpp2qR0REG7aYRGw/bPvNQAdwsO032H60nZ3b3mR7ClVrY6qkw1pWXwbcZvv2GvXeKravsN1pu7Ojo6Ppw0VEjBjtvGP9Y72WAbB9frsHsb1O0mKqPot7Jc2mSkrvbSm2Gti/ZXliia0Gju4V/0aJT+yjfEREDJF2Lmf9qGXaRNUBPmlLG0nqkDSuzI8FjgEekHQmVT/HqbZ/0bLJfOA0VaYBz9t+ElgIHCtp79KhfiywsKx7QdK0MrLrNOCmts46IiIGRTs3G/5j67Kkf6D6Yd+S8cBcSaOoktUNtm+WtBF4DPhOadV8sbRqbqEa3ttNNcT3XeX4ayVdANxZ9nu+7bVl/v28OMQ3j6uPiBhibb1PpJeX8KuXkfpkewVwRB/xPo9ZRlid1c+6OcCcPuJdwGGbbxEREUOhnT6R71KG9wKjqPoy2u4PiYiInVc7LZHfbZnfSPVo+HZuNoyIiJ1cO0nkh72W9+oZoQVVn8Wg1igiInYY7SSRu6mG3j4HCBgHPF7WGXhVM1WLiIjtXTtDfBdRvR53X9v7UF3e+prtA20ngUREjGDtJJFptm/pWbC9AHh9c1WKiIgdRTuXs75f3h/yL2X5D4HvN1eliIjYUbTTEjmValjvl6heidtRYhERMcK1c8f6WuCDkvaw/aMhqFNEROwg2nk97usl3QfcX5YPl3RZ4zWLiIjtXjuXsy6iemDiswC2lwNvbLJSERGxY2gniWD7iV6hTQ3UJSIidjDtjM56QtLrAZe3EX6QcmkrIiJGtnZaIn9M9XTdCVQvfZpCP0/bjYiIkWXAlkh5F8hnbP/hENUnIiJ2IAO2RGxvAg6QtNsQ1SciInYg7fSJPAx8S9J8qlfkAmD7nxqrVURE7BD6bYlIurbMngDcXMr+WssUEREj3EAtkSMl7Uf12PfPbu2OJY0BbgN2L8e50fZsSWcDfwq8Guiw/UwpfzRwE/BI2UXPu9eRNAP4DNWbFa+0/ckSPxCYB+wD3AW80/bPtrauERFRz0BJ5HPA14EDga6WuGjvPSIbgOm215ehwf9P0gLgW1Qtm2/0sc3ttlvfpNjTuX8pcAywCrhT0nzb9wEXAhfZnifpc8AZwOVbqFdERAySfi9n2b7Y9q8DV9t+VcvU1ntEXFlfFkeXybbvsf3oVtRxKtBt++HSypgHnKjq9YrTgRtLubnASVux34iI2EZbvE/E9vvq7lzSKEnLgKeBRbaXbGGT10laLmmBpENLbALQesf8qhLbB1jX8r73nnhf9ZglqUtS15o1a+qeTkRE9NLWY0/qsr3J9hRgIjBV0mEDFL8bOMD24VR9MP85iPW4wnan7c6Ojo7B2m1ExIjXaBLpYXsdsBiYMUCZF3ouf5U3KY6WtC/VXfL7txSdWGLPAuMk7dorHhERQ6SxJCKpQ9K4Mj+WqmP8gQHKv6L0cyBpaqnbs8CdwGRJB5abHk8B5ts2VWI6uexiJtXoroiIGCJNtkTGA4slraBKBIts3yzpA5JWUbUcVki6spQ/GbhX0nLgYuCU0jm/ETgbWEj14McbbK8s23wY+HNJ3VR9JFc1eD4REdFLO3es12J7BXBEH/GLqZJE7/glwCX97OsW4JY+4g9Tjd6KiIhhMCR9IhERsXNKEomIiNqSRCIiorYkkYiIqC1JJCIiaksSiYiI2pJEIiKitiSRiIioLUkkIiJqSxKJiIjakkQiIqK2JJGIiKgtSSQiImpLEomIiNqSRCIiorYkkYiIqC1JJCIiaksSiYiI2hpLIpLGSFoqabmklZLOK/GzJXVLsqR9W8pL0sVl3QpJv9Gybqakh8o0syV+pKTvlm0ulqSmziciIjbXZEtkAzDd9uHAFGCGpGnAt4A3A4/1Kn88MLlMs4DLASS9DJgNHEX1PvXZkvYu21wOvKdluxkNnk9ERPTSWBJxZX1ZHF0m277H9qN9bHIicE3Z7g5gnKTxwHHAIttrbT8HLKJKSOOBvWzfYdvANcBJTZ1PRERsrtE+EUmjJC0DnqZKBEsGKD4BeKJleVWJDRRf1Ue8r3rMktQlqWvNmjVbfyIREdGnRpOI7U22pwATgamSDmvyeAPU4wrbnbY7Ozo6hqMKERE7pSEZnWV7HbCYgfssVgP7tyxPLLGB4hP7iEdExBBpcnRWh6RxZX4scAzwwACbzAdOK6O0pgHP234SWAgcK2nv0qF+LLCwrHtB0rQyKus04KamziciIjbXZEtkPLBY0grgTqo+kZslfUDSKqqWwwpJV5bytwAPA93A54H3A9heC1xQ9nEncH6JUcpcWbb5HrCgwfOJiIhedm1qx7ZXAEf0Eb8YuLiPuIGz+tnXHGBOH/EuYFj6WSIiInesR0TENkgSiYiI2pJEIiKitiSRiIioLUkkIiJqSxKJiIjakkQiIqK2JJGIiKgtSSQiImpLEomIiNqSRCIiorYkkYiIqC1JJCIiaksSiYiI2pJEIiKitiSRiIioLUkkIiJqSxKJiIjaGksiksZIWippuaSVks4r8QMlLZHULel6SbuV+OmS1khaVqYzW/Y1U9JDZZrZEj9S0nfLvi6WpKbOJyIiNtdkS2QDMN324cAUYIakacCFwEW2DwKeA85o2eZ621PKdCWApJcBs4GjgKnAbEl7l/KXA+8BJpdpRoPnExERvTSWRFxZXxZHl8nAdODGEp8LnLSFXR0HLLK91vZzwCKqhDQe2Mv2HbYNXNPGviIiYhA12iciaZSkZcDTVD/+3wPW2d5YiqwCJrRs8jZJKyTdKGn/EpsAPNFSpmebCWW+dzwiIoZIo0nE9ibbU4CJVJeiDh6g+JeBSbZfS5Vw5g5WPSTNktQlqWvNmjWDtduIiBFvSEZn2V4HLAZeB4yTtGtZNRFYXco8a3tDiV8JHFnmVwP7t+yuZ5vVZb53vK/jX2G703ZnR0fHIJxRRERAs6OzOiSNK/NjgWOA+6mSycml2EzgplJmfMvmJ5SyAAuBYyXtXTrUjwUW2n4SeEHStDIq67SefUVExNDYdctFahsPzJU0iipZ3WD7Zkn3AfMkfRy4B7iqlP+ApBOAjcBa4HQA22slXQDcWcqdb3ttmX8/8AVgLLCgTBERMUQaSyK2VwBH9BF/mKp/pHf8HOCcfvY1B5jTR7wLOGybKxsREbXkjvWIiKgtSSQiImpLEomIiNqSRCIiorYkkYiIqC1JJCIiaksSiYiI2pJEIiKitiSRiIioLUkkIiJqSxKJiIjakkQiIqK2JJGIiKgtSSQiImpLEomIiNqSRCIiorYkkYiIqC1JJCIiaksSiYiI2hpLIpLGSFoqabmklZLOK/EDJS2R1C3pekm7lfjuZbm7rJ/Usq9zSvxBSce1xGeUWLekjzR1LhER0bcmWyIbgOm2DwemADMkTQMuBC6yfRDwHHBGKX8G8FyJX1TKIekQ4BTgUGAGcJmkUZJGAZcCxwOHAKeWshERMUQaSyKurC+Lo8tkYDpwY4nPBU4q8yeWZcr6N0lSic+zvcH2I0A3MLVM3bYftv0zYF4pGxERQ0S2m9t51Vq4CziIqtXwaeCO0tpA0v7AAtuHSboXmGF7VVn3PeAo4Nyyzb+U+FXAgnKIGbbPLPF3AkfZPruPeswCZpXFw4B7GzjdHcW+wDPDXYlhNNLPH/IZjPTzh3qfwQG2O3oHdx2c+vTN9iZgiqRxwJeAg5s83gD1uAK4AkBSl+3O4ajH9iDnP7LPH/IZjPTzh8H9DIZkdJbtdcBi4HXAOEk9yWsisLrMrwb2ByjrXwo82xrvtU1/8YiIGCJNjs7qKC0QJI0FjgHup0omJ5diM4Gbyvz8skxZf6ura23zgVPK6K0DgcnAUuBOYHIZ7bUbVef7/KbOJyIiNtfk5azxwNzSL7ILcIPtmyXdB8yT9HHgHuCqUv4q4FpJ3cBaqqSA7ZWSbgDuAzYCZ5XLZEg6G1gIjALm2F7ZRr2uGLQz3DHl/GOkfwYj/fxhED+DRjvWIyJi55Y71iMiorYkkYiIqG3EJJE8IgUkPSrpu5KWSeoa7vo0TdIcSU+Xe5B6Yi+TtEjSQ+XfvYezjk3r5zM4V9Lq8j1YJuktw1nHJknaX9JiSfeVxy99sMRHxPdggPMftO/AiOgTKZ37/001QmwV1ciuU23fN6wVG2KSHgU6bY+IG60kvRFYD1xj+7AS+xSw1vYnyx8Te9v+8HDWs0n9fAbnAutt/8Nw1m0oSBoPjLd9t6Rfo7r5+STgdEbA92CA8387g/QdGCktkTwiZQSyfRvVSL9WrY/XaX3szk6pn89gxLD9pO27y/wPqW4zmMAI+R4McP6DZqQkkQnAEy3LqxjkD3IHYeBrku4qj4IZiV5u+8ky/wPg5cNZmWF0tqQV5XLXTnkpp7fyZPAjgCWMwO9Br/OHQfoOjJQkEpU32P4Nqicfn1UudYxY5WbWnf967uYuB15N9XTtJ4F/HN7qNE/SnsB/AH9q+4XWdSPhe9DH+Q/ad2CkJJE8IgWwvbr8+zTVs8ymDm+NhsVT5Tpxz/Xip4e5PkPO9lO2N9n+BfB5dvLvgaTRVD+g19n+YgmPmO9BX+c/mN+BkZJERvwjUiTtUTrWkLQHcCwj82nGrY/XaX3szojR8+NZ/B924u9BeZ3EVcD9tv+pZdWI+B70d/6D+R0YEaOzAMoQtn/mxUek/N0wV2lISXoVVesDqsfd/OvO/hlI+jfgaKrHXj8FzAb+E7gBeCXwGPB22zttx3M/n8HRVJcxDDwKvLelf2CnIukNwO3Ad4FflPBfU/UL7PTfgwHO/1QG6TswYpJIREQMvpFyOSsiIhqQJBIREbUliURERCgt9coAAAHxSURBVG1JIhERUVuSSERE1JYkErGNJH17K8sfLenmQa7Dd8q/X+p1D0BEo5JEIraR7dcP5/ElHQR0lxvL9ttZ7/mI7VOSSMQ2krS+/Hu0pG9IulHSA5KuKz/sPe+zeUDS3cBbW7bdozwAb6mkeySdWOKfkfSxMn+cpNsk7dLruGMlLQNupbqB8H6qJzMskzRlKM49YtfhrkDETuYI4FDg+8C3gN8sLwD7PDAd6Aaubyn/N8Cttt8taRywVNJ/AecAd0q6HbgYeEt5ztEv2f4JMEXSpcAc4DBgT9uXNnqGES3SEokYXEttryo/+MuAScDBwCO2HypPjP2XlvLHAh8pLYpvAGOAV9r+MfAeYBFwie3vDXDM1wArgdcCywf5fCIGlJZIxODa0DK/iS3/PybgbbYf7GPda4Bngf363LC63PU2qkd63wG8CjhW0ldt/+XWVjyijrREIpr3ADBJ0qvL8qkt6xYCf9LSd3JE+fcA4ENUl8eOl3RU753aPh84E7gaOApYbvs1SSAxlJJEIhpm+6fALOArpWO99d0VFwCjgRWSVgIXtDy++y9sfx84A7hS0pg+dv9bVE9pnUrVGokYUnmKb0RE1JaWSERE1JYkEhERtSWJREREbUkiERFRW5JIRETUliQSERG1JYlERERt/x/KCN0QbFGIDAAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"7T-FoibP7SMZ"},"source":["위 표는, 모든 로트가 25개의 웨이퍼 맵을 가지고 있는 것은 아니라는 것을 보여준다.\n","\n"]},{"cell_type":"code","metadata":{"id":"lXhQjhTUIK8f","executionInfo":{"status":"ok","timestamp":1621925230570,"user_tz":-540,"elapsed":12,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["df = df.drop(['waferIndex'], axis = 1)"],"execution_count":6,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ELIOCbQAM46z"},"source":["웨이퍼 맵 컬럼에서 많은 정보는 얻지 못하지만, 각 인스턴스의 다이 크기가 다르다는 것을 알 수 있다.\n","\n","웨이퍼 Map Dim 검사를 위해 \n","\n","'waferMap Dim\" 변수 생성."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":198},"id":"9vI4mcEXNa0_","executionInfo":{"status":"ok","timestamp":1621925232651,"user_tz":-540,"elapsed":2092,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"7dabe05c-c067-4032-94eb-0471a93a7ef2"},"source":["def find_dim(x):\n","    dim0=np.size(x,axis=0)\n","    dim1=np.size(x,axis=1)\n","    return dim0,dim1\n","df['waferMapDim']=df.waferMap.apply(find_dim)\n","df.sample(5)"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>waferMap</th>\n","      <th>dieSize</th>\n","      <th>lotName</th>\n","      <th>trianTestLabel</th>\n","      <th>failureType</th>\n","      <th>waferMapDim</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>495775</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>1513.0</td>\n","      <td>lot30744</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>(49, 39)</td>\n","    </tr>\n","    <tr>\n","      <th>404088</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 1, 1, 1,...</td>\n","      <td>518.0</td>\n","      <td>lot24187</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>(27, 25)</td>\n","    </tr>\n","    <tr>\n","      <th>421204</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>2393.0</td>\n","      <td>lot25288</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>(52, 59)</td>\n","    </tr>\n","    <tr>\n","      <th>121257</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n","      <td>776.0</td>\n","      <td>lot8111</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>(30, 34)</td>\n","    </tr>\n","    <tr>\n","      <th>275068</th>\n","      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2,...</td>\n","      <td>1139.0</td>\n","      <td>lot16942</td>\n","      <td>[]</td>\n","      <td>[]</td>\n","      <td>(38, 38)</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                                                 waferMap  ...  waferMapDim\n","495775  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     (49, 39)\n","404088  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 1, 1, 1,...  ...     (27, 25)\n","421204  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     (52, 59)\n","121257  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...  ...     (30, 34)\n","275068  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2,...  ...     (38, 38)\n","\n","[5 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tPwVgjAhY10b","executionInfo":{"status":"ok","timestamp":1621925232651,"user_tz":-540,"elapsed":5,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"435e0520-14d3-4bde-f8b6-754046698d9e"},"source":["max(df.waferMapDim), min(df.waferMapDim)"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["((300, 202), (6, 21))"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MlhmAdSQaEay","executionInfo":{"status":"ok","timestamp":1621925233619,"user_tz":-540,"elapsed":971,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"16ff3a85-0aae-4461-db77-67621b5e6dbe"},"source":["uni_waferDim=np.unique(df.waferMapDim, return_counts=True)\n","uni_waferDim[0].shape[0]"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["632"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"5QHGsN5ua4aT"},"source":["ln10에서 웨이퍼맵의 크기는 항상 똑같지 않고, 632가지 사이즈가 있다는 것을 파악함."]},{"cell_type":"markdown","metadata":{"id":"dVAPS5nGcHKD"},"source":["결측값 확인\n","\n","데이터를 확인해보면, 결측값으로 인해 사용할 수 없는 데이터가 상당히 많을 수 있음을 인지하고, 결측값을 확인해 보았다.\n"]},{"cell_type":"code","metadata":{"id":"8eIvRNjpcj0s","executionInfo":{"status":"ok","timestamp":1621925253391,"user_tz":-540,"elapsed":19774,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["df['failureNum']=df.failureType\n","df['trainTestNum']=df.trianTestLabel\n","mapping_type={'Center':0,'Donut':1,'Edge-Loc':2,'Edge-Ring':3,'Loc':4,'Random':5,'Scratch':6,'Near-full':7,'none':8}\n","mapping_traintest={'Training':0,'Test':1}\n","df=df.replace({'failureNum':mapping_type, 'trainTestNum':mapping_traintest})"],"execution_count":10,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DZWJMrFycwlS","executionInfo":{"status":"ok","timestamp":1621925253391,"user_tz":-540,"elapsed":11,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"1351baae-85c3-4997-df0c-af3c782ce9a8"},"source":["tol_wafers = df.shape[0]\n","tol_wafers"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["811457"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qdML3eA7cy4a","executionInfo":{"status":"ok","timestamp":1621925260102,"user_tz":-540,"elapsed":6719,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"b76330a5-ae4e-4671-8b87-f463267f801f"},"source":["df_withlabel = df[(df['failureNum']>=0) & (df['failureNum']<=8)]\n","df_withlabel =df_withlabel.reset_index()\n","df_withpattern = df[(df['failureNum']>=0) & (df['failureNum']<=7)]\n","df_withpattern = df_withpattern.reset_index()\n","df_nonpattern = df[(df['failureNum']==8)]\n","df_withlabel.shape[0], df_withpattern.shape[0], df_nonpattern.shape[0]"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(172950, 25519, 147431)"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":309},"id":"OZjDBlozc4fq","executionInfo":{"status":"ok","timestamp":1621925260640,"user_tz":-540,"elapsed":547,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"e363d5e5-ac7f-4cf5-c897-c38d1609166d"},"source":["import matplotlib.pyplot as plt\n","%matplotlib inline\n","\n","from matplotlib import gridspec\n","fig = plt.figure(figsize=(20, 4.5)) \n","gs = gridspec.GridSpec(1, 2, width_ratios=[1, 2.5]) \n","ax1 = plt.subplot(gs[0])\n","ax2 = plt.subplot(gs[1])\n","\n","no_wafers=[tol_wafers-df_withlabel.shape[0], df_withpattern.shape[0], df_nonpattern.shape[0]]\n","\n","colors = ['silver', 'orange', 'gold']\n","explode = (0.1, 0, 0)  # explode 1st slice\n","labels = ['no-label','label&pattern','label&non-pattern']\n","ax1.pie(no_wafers, explode=explode, labels=labels, colors=colors, autopct='%1.1f%%', shadow=True, startangle=140)\n","\n","uni_pattern=np.unique(df_withpattern.failureNum, return_counts=True)\n","labels2 = ['','Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","ax2.bar(uni_pattern[0],uni_pattern[1]/df_withpattern.shape[0], color='gold', align='center', alpha=0.9)\n","ax2.set_title(\"failure type frequency\")\n","ax2.set_ylabel(\"% of pattern wafers\")\n","ax2.set_xticklabels(labels2)\n","\n","plt.show()"],"execution_count":13,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x324 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"E7-l0HDKde0y"},"source":["결측값 조회 결과를 요약해 보면,\n","172950개의 웨이퍼는 라벨이 있는데, 78.7%의 웨이퍼는 고장기준으로 라벨이 없다.\n","\n","라벨링된 웨이퍼 중 실제 고장 패턴을 가진 웨이퍼 수는 3.1%(2만5519개)에 불과했고, 14만 7431개의 웨이퍼는 라벨링 되지 않았다.\n","\n","따라서 우리는 라벨링된 웨이퍼 중 실제 고장 패턴을 가진 웨이퍼 25519개를 다룰 것 이다.  \n","\n","오른쪽 그래프는, 데이터의 불균형 분포를 보여준다.\n","\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"1mLyH36heT8j","executionInfo":{"status":"ok","timestamp":1621925265447,"user_tz":-540,"elapsed":4810,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"3be80227-5b88-414b-924b-015fec4acb0f"},"source":["fig, ax = plt.subplots(nrows = 10, ncols = 10, figsize=(20, 20))\n","ax = ax.ravel(order='C')\n","for i in range(100):\n","    img = df_withpattern.waferMap[i]\n","    ax[i].imshow(img)\n","    ax[i].set_title(df_withpattern.failureType[i][0][0], fontsize=10)\n","    ax[i].set_xlabel(df_withpattern.index[i], fontsize=8)\n","    ax[i].set_xticks([])\n","    ax[i].set_yticks([])\n","plt.tight_layout()\n","plt.show() "],"execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1440 with 100 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"KNU2AwbaeTTC"},"source":["원시데이터를 관찰하는 좋은 방법은, 데이터를 시각화 하는 것이다. \n","\n","데이터셋에서 레이블이 지정되어있고 패턴을 가진 앞 100개의 샘플을 시각화 해보았다.\n","\n","웨이퍼 맵을 고장 패턴별로 표시할 수 있다.\n","Center, Donut, Edge-Loc, Edge-Ring, Loc, Random, Scratch, Near-full\n","(중심, 도넛, 에지-로크, 에지-링, 로크, 랜덤, 스크래치, 니어풀)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"rlVvFR_QeyEy","executionInfo":{"status":"ok","timestamp":1621925269306,"user_tz":-540,"elapsed":3864,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"b810f084-c6aa-4f5f-b879-22ec1b98cf4b"},"source":["x = [0,1,2,3,4,5,6,7]\n","labels2 = ['Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","\n","for k in x:\n","    fig, ax = plt.subplots(nrows = 1, ncols = 10, figsize=(18, 12))\n","    ax = ax.ravel(order='C')\n","    for j in [k]:\n","        img = df_withpattern.waferMap[df_withpattern.failureType==labels2[j]]\n","        for i in range(10):\n","            ax[i].imshow(img[img.index[i]])\n","            ax[i].set_title(df_withpattern.failureType[img.index[i]][0][0], fontsize=10)\n","            ax[i].set_xlabel(df_withpattern.index[img.index[i]], fontsize=10)\n","            ax[i].set_xticks([])\n","            ax[i].set_yticks([])\n","    plt.tight_layout()\n","    plt.show() "],"execution_count":15,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1296x864 with 10 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\n","text/plain":["<Figure size 1296x864 with 10 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 1296x864 with 10 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\n","text/plain":["<Figure size 1296x864 with 10 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\n","text/plain":["<Figure size 1296x864 with 10 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"JGrVfrABe6wJ"},"source":["각 고장 유형에서 시각화를 위한 가장 일반적인 고장 패턴을 선택했다."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":734},"id":"nUETtiXPfGcD","executionInfo":{"status":"ok","timestamp":1621925270186,"user_tz":-540,"elapsed":882,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"d9f9f1ae-520a-4069-d518-79054d31019d"},"source":["x = [9,340, 3, 16, 0, 25, 84, 37]\n","labels2 = ['Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","\n","#ind_def = {'Center': 9, 'Donut': 340, 'Edge-Loc': 3, 'Edge-Ring': 16, 'Loc': 0, 'Random': 25,  'Scratch': 84, 'Near-full': 37}\n","fig, ax = plt.subplots(nrows = 2, ncols = 4, figsize=(20, 10))\n","ax = ax.ravel(order='C')\n","for i in range(8):\n","    img = df_withpattern.waferMap[x[i]]\n","    ax[i].imshow(img)\n","    ax[i].set_title(df_withpattern.failureType[x[i]][0][0],fontsize=24)\n","    ax[i].set_xticks([])\n","    ax[i].set_yticks([])\n","plt.tight_layout()\n","plt.show() "],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 8 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"v6XFaLV5fX_Y"},"source":["머신러닝을 위한 데이터 준비\n","\n","데이터 변환: 스케일링, 속성 분해 및 속성 집계를 사용하여 엔지니어링 기능을 통해 머신 러닝을 위해 준비된 사전 처리된 데이터를 변환한다."]},{"cell_type":"code","metadata":{"id":"xUqrrcgQfmny","executionInfo":{"status":"ok","timestamp":1621925270589,"user_tz":-540,"elapsed":405,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["# loading libraries\n","import skimage\n","from skimage import measure\n","from skimage.transform import radon\n","from skimage.transform import probabilistic_hough_line\n","from skimage import measure\n","from scipy import interpolate\n","from scipy import stats"],"execution_count":17,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"bRe73YBqftVH"},"source":["웨이퍼 맵을 13개 부분으로 나누고 그에 따라 결점 밀도를 계산했다. 13개 지역은 내부 9개 지역과 상단, 하단, 왼쪽, 오른쪽 지역을 포함한다.\n","\n","각 고장 유형마다 밀도 분포 패턴이 다르다. \n","예를 들어, 내부 9개 영역 중 하나의 중심은 중심 고장 유형에 대해 높은 결점 밀도를 가진다.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":268},"id":"uYysXmengBjR","executionInfo":{"status":"ok","timestamp":1621925270590,"user_tz":-540,"elapsed":5,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"f405ef1d-9511-4196-9114-a8dc09cfc47c"},"source":["# illustration of 13 regions\n","an = np.linspace(0, 2*np.pi, 100)\n","plt.plot(2.5*np.cos(an), 2.5*np.sin(an))\n","plt.axis('equal')\n","plt.axis([-4, 4, -4, 4])\n","plt.plot([-2.5, 2.5], [1.5, 1.5])\n","plt.plot([-2.5, 2.5], [0.5, 0.5 ])\n","plt.plot([-2.5, 2.5], [-0.5, -0.5 ])\n","plt.plot([-2.5, 2.5], [-1.5,-1.5 ])\n","\n","plt.plot([0.5, 0.5], [-2.5, 2.5])\n","plt.plot([1.5, 1.5], [-2.5, 2.5])\n","plt.plot([-0.5, -0.5], [-2.5, 2.5])\n","plt.plot([-1.5, -1.5], [-2.5, 2.5])\n","plt.title(\" Devide wafer map to 13 regions\")\n","plt.xticks([])\n","plt.yticks([])\n","plt.show()"],"execution_count":18,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"dAZhPS92gGlx","executionInfo":{"status":"ok","timestamp":1621925270590,"user_tz":-540,"elapsed":4,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["def cal_den(x):\n","    return 100*(np.sum(x==2)/np.size(x))  \n","\n","def find_regions(x):\n","    rows=np.size(x,axis=0)\n","    cols=np.size(x,axis=1)\n","    ind1=np.arange(0,rows,rows//5)\n","    ind2=np.arange(0,cols,cols//5)\n","    \n","    reg1=x[ind1[0]:ind1[1],:]\n","    reg3=x[ind1[4]:,:]\n","    reg4=x[:,ind2[0]:ind2[1]]\n","    reg2=x[:,ind2[4]:]\n","\n","    reg5=x[ind1[1]:ind1[2],ind2[1]:ind2[2]]\n","    reg6=x[ind1[1]:ind1[2],ind2[2]:ind2[3]]\n","    reg7=x[ind1[1]:ind1[2],ind2[3]:ind2[4]]\n","    reg8=x[ind1[2]:ind1[3],ind2[1]:ind2[2]]\n","    reg9=x[ind1[2]:ind1[3],ind2[2]:ind2[3]]\n","    reg10=x[ind1[2]:ind1[3],ind2[3]:ind2[4]]\n","    reg11=x[ind1[3]:ind1[4],ind2[1]:ind2[2]]\n","    reg12=x[ind1[3]:ind1[4],ind2[2]:ind2[3]]\n","    reg13=x[ind1[3]:ind1[4],ind2[3]:ind2[4]]\n","    \n","    fea_reg_den = []\n","    fea_reg_den = [cal_den(reg1),cal_den(reg2),cal_den(reg3),cal_den(reg4),cal_den(reg5),cal_den(reg6),cal_den(reg7),cal_den(reg8),cal_den(reg9),cal_den(reg10),cal_den(reg11),cal_den(reg12),cal_den(reg13)]\n","    return fea_reg_den"],"execution_count":19,"outputs":[]},{"cell_type":"code","metadata":{"id":"tfdF2o8JgIIh","executionInfo":{"status":"ok","timestamp":1621925274700,"user_tz":-540,"elapsed":4113,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["df_withpattern['fea_reg']=df_withpattern.waferMap.apply(find_regions)"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":729},"id":"0oN1U264gME5","executionInfo":{"status":"ok","timestamp":1621925275363,"user_tz":-540,"elapsed":665,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"e8423d6c-359f-40a2-84e8-0f13493e089d"},"source":["x = [9,340, 3, 16, 0, 25, 84, 37]\n","labels2 = ['Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","\n","fig, ax = plt.subplots(nrows = 2, ncols = 4,figsize=(20, 10))\n","ax = ax.ravel(order='C')\n","for i in range(8):\n","    ax[i].bar(np.linspace(1,13,13),df_withpattern.fea_reg[x[i]])\n","    ax[i].set_title(df_withpattern.failureType[x[i]][0][0],fontsize=15)\n","    ax[i].set_xticks([])\n","    ax[i].set_yticks([])\n","\n","plt.tight_layout()\n","plt.show() "],"execution_count":21,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 8 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"XWRs5T_YgouQ"},"source":["위 그래프는 일반적인 8가지 고장유형에 대한 밀도정보를 보여준다.\n"]},{"cell_type":"markdown","metadata":{"id":"mD9dXTP0zEuK"},"source":["라돈 변환을 기반으로 웨이퍼 맵의 2차원 표현을 생성 해 볼 것이다.\n","라돈 변환은 (CT촬영 기법에서 주로 사용) 적분이 요구됌.\n","#https://blog.daum.net/swrush/587 (라돈변환 관련 참조)"]},{"cell_type":"code","metadata":{"id":"4efoVxYmKRk7","executionInfo":{"status":"ok","timestamp":1621925275728,"user_tz":-540,"elapsed":367,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["def change_val(img):\n","    img[img==1] =0  \n","    return img\n","\n","df_withpattern_copy = df_withpattern.copy()\n","df_withpattern_copy['new_waferMap'] =df_withpattern_copy.waferMap.apply(change_val)"],"execution_count":22,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":729},"id":"lgGCdJZCLAyK","executionInfo":{"status":"ok","timestamp":1621925276987,"user_tz":-540,"elapsed":1260,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"056dd92d-083d-4090-ad5f-d44c78a3133a"},"source":["x = [9, 340, 3, 16, 0, 25, 84, 37]\n","labels2 = ['Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","\n","fig, ax = plt.subplots(nrows = 2, ncols = 4, figsize=(20, 10))\n","ax = ax.ravel(order='C')\n","for i in range(8):\n","    img = df_withpattern_copy.waferMap[x[i]]\n","    theta = np.linspace(0., 180., max(img.shape), endpoint=False)\n","    sinogram = radon(img, theta=theta)    \n","      \n","    ax[i].imshow(sinogram, cmap=plt.cm.Greys_r, extent=(0, 180, 0, sinogram.shape[0]), aspect='auto')\n","    ax[i].set_title(df_withpattern_copy.failureType[x[i]][0][0],fontsize=15)\n","    ax[i].set_xticks([])\n","plt.tight_layout()\n","\n","plt.show() "],"execution_count":23,"outputs":[{"output_type":"display_data","data":{"image/png":"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size 1440x720 with 8 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"I0kfKqfZMRZ6"},"source":["위 그림은 일반적인 8가지 고장 유형에 대한 라돈 변환 결과를 보여준다.\n","\n","하지만, 라돈 변환 결과를 얻었더라도, 웨이퍼 맵의 크기가 다르기 때문에 바로 사용할 수는 없다. \n","\n","다음 단계에서는, 입방 보간을 사용하여, 라돈 변환에서 행 평균 및 행 표준 편차에 대한 고정 치수 형상 값을 얻을 것이고, 치수는 20으로 고정한다.\n","\n","총 40차원을 라돈 기반 특징을 통해 추출할 것이다.\n"]},{"cell_type":"code","metadata":{"id":"9yORG2GcaNdZ","executionInfo":{"status":"ok","timestamp":1621925276987,"user_tz":-540,"elapsed":3,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["def cubic_inter_mean(img):\n","    theta = np.linspace(0., 180., max(img.shape), endpoint=False)\n","    sinogram = radon(img, theta=theta)\n","    xMean_Row = np.mean(sinogram, axis = 1)\n","    x = np.linspace(1, xMean_Row.size, xMean_Row.size)\n","    y = xMean_Row\n","    f = interpolate.interp1d(x, y, kind = 'cubic')\n","    xnew = np.linspace(1, xMean_Row.size, 20)\n","    ynew = f(xnew)/100   # use interpolation function returned by `interp1d`\n","    return ynew\n","\n","def cubic_inter_std(img):\n","    theta = np.linspace(0., 180., max(img.shape), endpoint=False)\n","    sinogram = radon(img, theta=theta)\n","    xStd_Row = np.std(sinogram, axis=1)\n","    x = np.linspace(1, xStd_Row.size, xStd_Row.size)\n","    y = xStd_Row\n","    f = interpolate.interp1d(x, y, kind = 'cubic')\n","    xnew = np.linspace(1, xStd_Row.size, 20)\n","    ynew = f(xnew)/100   # use interpolation function returned by `interp1d`\n","    return ynew  "],"execution_count":24,"outputs":[]},{"cell_type":"code","metadata":{"id":"2tNSQf7waSZU","executionInfo":{"status":"ok","timestamp":1621925579728,"user_tz":-540,"elapsed":302743,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["df_withpattern_copy['fea_cub_mean'] =df_withpattern_copy.waferMap.apply(cubic_inter_mean)\n","df_withpattern_copy['fea_cub_std'] =df_withpattern_copy.waferMap.apply(cubic_inter_std)"],"execution_count":25,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"WnrHerPKbnkC"},"source":["Radon-based feature (interpolate from row mean)\n","라돈 기반 형상( 행 평균과 교차)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":729},"id":"j26hwgUhboNZ","executionInfo":{"status":"ok","timestamp":1621925580882,"user_tz":-540,"elapsed":1158,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"6a2c0366-19ed-4682-ea05-415cf2aef385"},"source":["x = [9,340, 3, 16, 0, 25, 84, 37]\n","labels2 = ['Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","\n","fig, ax = plt.subplots(nrows = 2, ncols = 4,figsize=(20, 10))\n","ax = ax.ravel(order='C')\n","for i in range(8):\n","    ax[i].bar(np.linspace(1,20,20),df_withpattern_copy.fea_cub_mean[x[i]])\n","    ax[i].set_title(df_withpattern_copy.failureType[x[i]][0][0],fontsize=20)\n","    ax[i].set_xticks([])\n","    ax[i].set_xlim([0,21])   \n","    ax[i].set_ylim([0,1])\n","plt.tight_layout()\n","plt.show() "],"execution_count":26,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 8 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"k6p0FL3bbsyC"},"source":["Radon-based feature (interpolate from row standard deviation)\n","라돈 기반 특징(행 표준 편차에서 분리)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":729},"id":"1BTftngobtip","executionInfo":{"status":"ok","timestamp":1621925582361,"user_tz":-540,"elapsed":1481,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"f3859a51-a06c-4b34-9c42-605911ea9836"},"source":["fig, ax = plt.subplots(nrows = 2, ncols = 4,figsize=(20, 10))\n","ax = ax.ravel(order='C')\n","for i in range(8):\n","    ax[i].bar(np.linspace(1,20,20),df_withpattern_copy.fea_cub_std[x[i]])\n","    ax[i].set_title(df_withpattern_copy.failureType[x[i]][0][0],fontsize=10)\n","    ax[i].set_xticks([])\n","    ax[i].set_xlim([0,21])   \n","    ax[i].set_ylim([0,0.3])\n","plt.tight_layout()\n","plt.show() "],"execution_count":27,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 8 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uEz2lVTdcp3h"},"source":["Gyometry 기반 특징\n","\n","가장 두드러진 영역 식별은 노이즈 필터링을 이용한다. \n","region-labeling algorithm 을 사용하고, 최대 영역을 가장 두드러진 영역으로 선택.\n","\n","두드러진 영역을 기반으로, 면적, 둘레, 주 축의 길이, 보조 축의 길이, 견고성 및 편심성 과같은 기하학적 특징 추출을 목표로 함\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":730},"id":"yikSUh4cdHEB","executionInfo":{"status":"ok","timestamp":1621925583226,"user_tz":-540,"elapsed":867,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"c188c1f8-e5b0-41cb-dbdf-9c5f4918d8df"},"source":["x = [9,340, 3, 16, 0, 25, 84, 37]\n","labels2 = ['Center','Donut','Edge-Loc','Edge-Ring','Loc','Random','Scratch','Near-full']\n","\n","fig, ax = plt.subplots(nrows = 2, ncols = 4,figsize=(20, 10))\n","ax = ax.ravel(order='C')\n","for i in range(8):\n","    img = df_withpattern_copy.waferMap[x[i]]\n","    zero_img = np.zeros(img.shape)\n","    img_labels = measure.label(img, neighbors=4, connectivity=1, background=0)\n","    img_labels = img_labels-1\n","    if img_labels.max()==0:\n","        no_region = 0\n","    else:\n","        info_region = stats.mode(img_labels[img_labels>-1], axis = None)\n","        no_region = info_region[0]\n","    \n","    zero_img[np.where(img_labels==no_region)] = 2 \n","    ax[i].imshow(zero_img)\n","    ax[i].set_title(df_withpattern_copy.failureType[x[i]][0][0],fontsize=10)\n","    ax[i].set_xticks([])\n","plt.tight_layout()\n","plt.show() "],"execution_count":28,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 8 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"KTUFzN4KdKWA","executionInfo":{"status":"ok","timestamp":1621925619120,"user_tz":-540,"elapsed":35896,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["def cal_dist(img,x,y):\n","    dim0=np.size(img,axis=0)    \n","    dim1=np.size(img,axis=1)\n","    dist = np.sqrt((x-dim0/2)**2+(y-dim1/2)**2)\n","    return dist  \n","\n","def fea_geom(img):\n","    norm_area=img.shape[0]*img.shape[1]\n","    norm_perimeter=np.sqrt((img.shape[0])**2+(img.shape[1])**2)\n","    \n","    img_labels = measure.label(img, neighbors=4, connectivity=1, background=0)\n","\n","    if img_labels.max()==0:\n","        img_labels[img_labels==0]=1\n","        no_region = 0\n","    else:\n","        info_region = stats.mode(img_labels[img_labels>0], axis = None)\n","        no_region = info_region[0][0]-1       \n","    \n","    prop = measure.regionprops(img_labels)\n","    prop_area = prop[no_region].area/norm_area\n","    prop_perimeter = prop[no_region].perimeter/norm_perimeter \n","    \n","    prop_cent = prop[no_region].local_centroid \n","    prop_cent = cal_dist(img,prop_cent[0],prop_cent[1])\n","    \n","    prop_majaxis = prop[no_region].major_axis_length/norm_perimeter \n","    prop_minaxis = prop[no_region].minor_axis_length/norm_perimeter  \n","    prop_ecc = prop[no_region].eccentricity  \n","    prop_solidity = prop[no_region].solidity  \n","    \n","    return prop_area,prop_perimeter,prop_majaxis,prop_minaxis,prop_ecc,prop_solidity\n","\n","df_withpattern_copy['fea_geom'] =df_withpattern_copy.waferMap.apply(fea_geom)"],"execution_count":29,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FQsXejMOdXj6","executionInfo":{"status":"ok","timestamp":1621925619121,"user_tz":-540,"elapsed":12,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"97b0dac0-e63a-4987-a1ed-718cc5d98f1e"},"source":["df_withpattern_copy.fea_geom[340] #donut"],"execution_count":30,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.30881585811163276,\n"," 3.463330562314747,\n"," 0.7464951525564261,\n"," 0.5214489845402435,\n"," 0.7155811292862498,\n"," 0.6118863049095608)"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"69Pa2k-edoaz"},"source":["모든 특징을 결합한다.\n","\n","Combine all features together\n","\n","density-based features: 13\n","\n","radon-based features: 40\n","\n","geom-based features: 6\n","\n","in total: 13+40+6=59\n","\n"]},{"cell_type":"code","metadata":{"id":"e5qgrwlomQLL","executionInfo":{"status":"ok","timestamp":1621925620437,"user_tz":-540,"elapsed":1318,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["df_all=df_withpattern_copy.copy()\n","a=[df_all.fea_reg[i] for i in range(df_all.shape[0])] #13\n","b=[df_all.fea_cub_mean[i] for i in range(df_all.shape[0])] #20\n","c=[df_all.fea_cub_std[i] for i in range(df_all.shape[0])] #20\n","d=[df_all.fea_geom[i] for i in range(df_all.shape[0])] #6\n","fea_all = np.concatenate((np.array(a),np.array(b),np.array(c),np.array(d)),axis=1) #59 in total"],"execution_count":31,"outputs":[]},{"cell_type":"code","metadata":{"id":"yZx0teXwmSX5","executionInfo":{"status":"ok","timestamp":1621925620986,"user_tz":-540,"elapsed":556,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}}},"source":["label=[df_all.failureNum[i] for i in range(df_all.shape[0])]\n","label=np.array(label)"],"execution_count":32,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"hcDzkZJeFVHF"},"source":["다중 분류 문제이므로 SVM 선택. (support vector machine) - 다중 클래스 및 다중 레이블 학습 알고리즘 구현\n","\n","1-vs the rest : 1대 나머지 비교\n","1-vs-on : 1대 1로 비교\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XIxI5LzwH0Wg","executionInfo":{"status":"ok","timestamp":1621925624032,"user_tz":-540,"elapsed":3049,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"7618d891-9276-4d46-d648-1b1ce387a803"},"source":["import theano\n","from theano import tensor as T\n","from sklearn.model_selection import train_test_split\n","from keras.utils import np_utils\n","\n","X = fea_all\n","y = label\n","\n","from collections import  Counter\n","X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)                      \n","print('Training target statistics: {}'.format(Counter(y_train)))\n","print('Testing target statistics: {}'.format(Counter(y_test)))\n","\n","RANDOM_STATE =42"],"execution_count":33,"outputs":[{"output_type":"stream","text":["Training target statistics: Counter({3: 7299, 2: 3860, 0: 3238, 4: 2677, 6: 905, 5: 640, 1: 404, 7: 116})\n","Testing target statistics: Counter({3: 2381, 2: 1329, 0: 1056, 4: 916, 6: 288, 5: 226, 1: 151, 7: 33})\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2NV3QSqnIty5","executionInfo":{"status":"ok","timestamp":1621925637626,"user_tz":-540,"elapsed":13595,"user":{"displayName":"김민교","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggzz5q6oPD4Q_Rg1VraDwDNiro75vfgVYPTUUs0=s64","userId":"06703687637189135655"}},"outputId":"b544bd76-ef08-475c-af98-e3b2816eb618"},"source":["# ---multicalss classification ---# \n","# One-Vs-One\n","from sklearn.svm import LinearSVC\n","from sklearn.multiclass import OneVsOneClassifier\n","clf2 = OneVsOneClassifier(LinearSVC(random_state = RANDOM_STATE)).fit(X_train, y_train)\n","y_train_pred = clf2.predict(X_train)\n","y_test_pred = clf2.predict(X_test)\n","train_acc2 = np.sum(y_train == y_train_pred, axis=0, dtype='float') / X_train.shape[0]\n","test_acc2 = np.sum(y_test == y_test_pred, axis=0, dtype='float') / X_test.shape[0]\n","print('One-Vs-One Training acc: {}'.format(train_acc2*100)) #One-Vs-One Training acc: 82.86\n","print('One-Vs-One Testing acc: {}'.format(test_acc2*100)) #One-Vs-One Testing acc: 83.28\n","print(\"y_train_pred[:100]: \", y_train_pred[:100])\n","print (\"y_train[:100]: \", y_train[:100])"],"execution_count":34,"outputs":[{"output_type":"stream","text":["One-Vs-One Training acc: 82.86221850671403\n","One-Vs-One Testing acc: 83.27586206896552\n","y_train_pred[:100]:  [4 0 2 2 0 3 2 0 2 2 6 0 4 0 3 2 2 2 2 4 2 2 0 1 3 0 3 3 3 3 2 3 0 3 4 3 2\n"," 4 3 2 2 0 3 3 0 6 3 2 2 3 0 3 2 2 2 0 3 3 4 0 4 2 3 3 3 3 4 3 0 2 2 4 0 2\n"," 4 3 2 0 2 0 2 4 3 3 4 3 0 0 2 0 0 3 4 3 0 3 3 2 4 2]\n","y_train[:100]:  [5 0 4 2 0 3 2 0 2 2 6 0 4 0 3 0 6 2 2 5 2 4 0 5 3 0 3 3 3 3 2 3 4 3 4 3 3\n"," 4 3 2 2 3 3 3 0 6 3 5 2 3 0 3 2 2 2 0 3 3 1 0 4 2 3 3 3 3 4 3 0 3 2 4 0 4\n"," 2 3 3 0 2 0 2 4 3 3 4 3 0 0 6 0 0 3 4 3 0 3 3 2 4 2]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"rBHGYa1NI91T"},"source":["One-Vs-One Training acc: 82.86221850671403\n","\n","One-Vs-One Testing acc: 83.27586206896552"]}]}